Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "1" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 116 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 111 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 88.999962 | 98.247317 | 154.730107 | 175.609790 | 30.646425 | 38.728772 | 93.140927 | 117.835396 | 0.0168 | 0.0160 | 0.0007 | 1.163417 | 1.159667 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 91.330138 | 84.103664 | 182.145926 | 165.673499 | 67.937496 | 54.253836 | 215.513519 | 184.723556 | 0.0166 | 0.0167 | 0.0004 | 1.156043 | 1.160020 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.596284 | 19.918511 | 66.024058 | 79.104347 | 91.136903 | 85.952445 | 104.417026 | 98.492233 | 0.0172 | 0.0161 | 0.0010 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 237.258215 | 150.939764 | 284.411723 | 253.893110 | 81.683605 | 89.538962 | 647.409849 | 646.961589 | 0.0160 | 0.0162 | 0.0003 | 1.190165 | 1.190645 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 222.551399 | 132.584148 | 212.016564 | 179.813466 | 47.445327 | 81.527368 | 325.765954 | 266.612888 | 0.0162 | 0.0167 | 0.0004 | 1.121752 | 1.128357 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 302.960705 | 120.602761 | 253.033387 | 181.572367 | 57.437431 | 68.028943 | 353.243370 | 216.601613 | 0.0160 | 0.0163 | 0.0004 | 1.135298 | 1.146171 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 69.230961 | 91.898936 | 216.447238 | 227.901471 | 45.285645 | 44.998818 | 83.707903 | 96.585850 | 0.0164 | 0.0162 | 0.0003 | 1.133077 | 1.131302 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 148.289963 | 89.058468 | 331.638885 | 268.366060 | 79.053787 | 41.498159 | 555.897586 | 358.407625 | nan | nan | nan | 0.916431 | 0.918040 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 145.689710 | 125.393019 | 68.072832 | 65.670718 | 21.935009 | 21.870261 | 487.025366 | 522.616916 | 0.0166 | 0.0161 | 0.0006 | 1.244636 | 1.244725 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 69.680097 | 58.943305 | 48.383839 | 43.495941 | 10.551248 | 9.545598 | 680.150058 | 673.346073 | 0.0166 | 0.0164 | 0.0004 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 97.501984 | 141.203302 | 257.255724 | 260.032604 | 20.196621 | 29.388192 | 122.232613 | 169.045666 | 0.0165 | 0.0163 | 0.0004 | 0.924371 | 0.926607 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 54.269978 | 84.378517 | 79.128001 | 73.185563 | 35.364595 | 40.228012 | 222.658910 | 268.206834 | 0.0170 | 0.0169 | 0.0004 | 1.063913 | 1.064781 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 53.290873 | 74.489528 | 73.906267 | 67.196319 | 58.509570 | 43.396827 | 335.168745 | 290.841550 | 0.0163 | 0.0163 | 0.0004 | 1.216416 | 1.215090 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 74.558802 | 91.920768 | 80.323083 | 77.280156 | 26.799232 | 39.777578 | 267.703604 | 330.903535 | 0.0168 | 0.0163 | 0.0006 | 1.183697 | 1.180412 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 99.782114 | 89.872104 | 103.837963 | 84.859029 | 55.034375 | 40.454521 | 492.500929 | 330.052120 | 0.0163 | 0.0162 | 0.0004 | 1.213851 | 1.214062 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 54.645871 | 73.228845 | 97.005554 | 91.791044 | 50.356553 | 52.648022 | 639.600886 | 570.070751 | 0.0164 | 0.0163 | 0.0003 | 1.152842 | 1.147914 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 7.617488 | 10.650283 | 38.243778 | 39.053852 | 185.736461 | 264.294340 | 1005.928522 | 1356.203493 | 0.0163 | 0.0162 | 0.0003 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 59.302925 | 92.933246 | 71.957884 | 76.181713 | 51.299484 | 58.346330 | 331.544919 | 452.695315 | 0.0169 | 0.0163 | 0.0004 | 1.169576 | 1.165257 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 43.545256 | 88.744254 | 52.010901 | 64.637993 | 28.233196 | 49.610760 | 287.479002 | 496.003745 | 0.0169 | 0.0161 | 0.0005 | 0.000000 | 0.000000 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 35.921121 | 89.667926 | 59.376515 | 75.285486 | 26.447782 | 52.795053 | 40.528253 | 104.079510 | 0.0165 | 0.0163 | 0.0003 | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 56.220729 | 66.854402 | 58.384954 | 60.916745 | 39.757419 | 75.636213 | 188.858724 | 331.810309 | 0.0164 | 0.0163 | 0.0004 | 0.998619 | 0.997150 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 58.872595 | 71.473173 | 101.711609 | 100.751667 | 40.679889 | 62.710754 | 450.892196 | 532.361415 | 0.0166 | 0.0163 | 0.0004 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 57.054529 | 73.976146 | 56.999651 | 54.357398 | 27.565654 | 39.859450 | 581.016382 | 774.395378 | 0.0163 | 0.0164 | 0.0003 | 0.000000 | 0.000000 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 8.207032 | 9.456296 | 51.340933 | 34.796239 | 308.358488 | 193.020726 | 1887.559832 | 1184.032111 | 0.0161 | 0.0164 | 0.0003 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 51.648759 | 105.781830 | 68.172889 | 74.594571 | 14.843121 | 30.736964 | 369.004323 | 682.005348 | 0.0167 | 0.0164 | 0.0004 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 165.283506 | 107.843286 | 109.680712 | 79.506509 | 37.926645 | 37.070454 | 65.696169 | 57.477674 | 0.0162 | 0.0162 | 0.0005 | 1.000526 | 1.005623 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 71.575188 | 72.289701 | 84.350103 | 72.500278 | 50.217741 | 42.685715 | 260.854535 | 235.547867 | 0.0165 | 0.0162 | 0.0005 | 1.050761 | 0.463918 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 2.744448 | 2.744448 | 2.569265 | 2.569265 | 0.646598 | 0.646598 | 0.135260 | 0.135260 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 73.274769 | 71.906176 | 83.883359 | 73.201445 | 5.963467 | 10.957773 | 196.604823 | 262.009603 | 0.0161 | 0.0164 | 0.0004 | 1.159506 | 1.162749 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 55.200055 | 75.237394 | 149.252668 | 148.504148 | 35.438656 | 46.177974 | 373.270540 | 373.258904 | 0.0165 | 0.0163 | 0.0003 | 0.000000 | 0.000000 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 48.693947 | 94.943177 | 39.145068 | 50.860314 | 11.105158 | 33.625050 | 197.696438 | 476.496119 | 0.0162 | 0.0160 | 0.0003 | 1.109483 | 1.105130 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 63.949335 | 63.933838 | 45.014582 | 39.838177 | 20.520521 | 12.881521 | 646.590626 | 509.503718 | 0.0163 | 0.0161 | 0.0004 | 0.758159 | 0.756420 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 37.253016 | 67.842665 | 36.798473 | 37.425183 | 9.377673 | 13.547413 | 226.650155 | 359.298244 | 0.0164 | 0.0162 | 0.0004 | 0.974876 | 0.980407 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 55.072722 | 66.808014 | 42.463560 | 38.991123 | 5.588942 | 9.517396 | 249.199569 | 296.342962 | 0.0163 | 0.0162 | 0.0004 | 1.200685 | 1.202449 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 104.777168 | 92.112806 | 97.924435 | 82.681021 | 56.359554 | 50.092797 | 754.518116 | 576.506351 | 0.0162 | 0.0162 | 0.0002 | 1.234512 | 1.231503 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0165 | 0.0165 | 0.0004 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 92.184014 | 84.503473 | 102.835845 | 83.164403 | 60.073375 | 40.602513 | 1522.903498 | 879.376565 | 0.0162 | 0.0164 | 0.0004 | 1.219720 | 1.222128 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0164 | 0.0166 | 0.0004 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0161 | 0.0164 | 0.0004 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 61.554131 | 89.069035 | 112.818495 | 111.308906 | 60.979274 | 72.320883 | 379.800612 | 493.025615 | 0.0164 | 0.0162 | 0.0004 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 73.395542 | 59.895998 | 56.177802 | 48.750037 | 35.181320 | 26.649966 | 701.709132 | 525.659965 | 0.0163 | 0.0161 | 0.0004 | 1.192351 | 1.196613 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0432 | 0.0433 | 0.0002 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 132.993794 | 86.411435 | 123.668579 | 84.500509 | 77.083679 | 50.140619 | 986.153086 | 525.022350 | 0.0161 | 0.0164 | 0.0003 | 1.188315 | 1.191577 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 106.240213 | 91.705172 | 210.887285 | 168.923442 | 6.219250 | 5.899949 | 482.425900 | 472.692200 | 0.0161 | 0.0163 | 0.0004 | 1.168211 | 1.169474 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.937327 | 11.201291 | 46.459684 | 46.857024 | 695.489723 | 673.335539 | 23.504405 | 33.878546 | 0.0169 | 0.0169 | 0.0004 | 1.176835 | 1.177462 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 47.782752 | 78.604874 | 38.590902 | 41.902975 | 21.371903 | 44.353763 | 157.270817 | 281.442923 | 0.0166 | 0.0162 | 0.0004 | 1.078964 | 1.075430 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 242.173754 | 132.082634 | 201.694709 | 131.886195 | 129.903616 | 70.056576 | 1433.180815 | 707.627931 | 0.0165 | 0.0164 | 0.0004 | 1.247870 | 1.252142 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 44.748603 | 62.763091 | 36.509315 | 39.064514 | 21.106693 | 34.180192 | 223.408635 | 344.181476 | 0.0163 | 0.0162 | 0.0003 | 1.210898 | 1.207633 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 44.772418 | 60.772193 | 36.373762 | 33.395613 | 20.429207 | 36.774711 | 206.248581 | 244.864712 | 0.0162 | 0.0164 | 0.0003 | 1.155516 | 1.156166 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 142.211601 | 99.706685 | 117.125773 | 78.458907 | 88.376258 | 51.420654 | 1241.206187 | 560.247735 | 0.0159 | 0.0163 | 0.0003 | 1.189393 | 1.190141 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 73.881226 | 99.110807 | 107.494113 | 101.134249 | 52.561688 | 47.741558 | 337.718293 | 408.374898 | 0.0165 | 0.0164 | 0.0003 | 1.282588 | 1.272421 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 46.707224 | 65.797121 | 34.901348 | 36.967972 | 19.057551 | 29.747732 | 297.346875 | 318.896363 | 0.0162 | 0.0163 | 0.0003 | 1.199976 | 1.198275 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 67.106127 | 103.951371 | 126.422856 | 131.379890 | 201.909381 | 235.081983 | 331.011165 | 483.816546 | 0.0162 | 0.0161 | 0.0002 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 74.555064 | 115.551406 | 114.136484 | 114.589974 | 58.335295 | 99.869089 | 434.507294 | 635.573550 | nan | nan | nan | 1.531310 | 1.535802 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 64.412592 | 85.408249 | 113.730205 | 108.199815 | 100.651988 | 134.103525 | 483.870608 | 598.398093 | 0.0166 | 0.0165 | 0.0005 | 1.313458 | 1.282946 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 7.474959 | 11.597517 | 30.012049 | 35.186112 | 146.726583 | 285.651032 | 681.397194 | 1299.863142 | 0.0176 | 0.0164 | 0.0008 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 51.172553 | 104.649010 | 100.606655 | 105.218590 | 50.268485 | 53.674944 | 72.541626 | 105.254078 | 0.0166 | 0.0165 | 0.0003 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 57.743509 | 102.722836 | 92.539213 | 100.705954 | 60.581035 | 107.476410 | 348.730595 | 535.768424 | 0.0086 | 0.0069 | 0.0021 | 1.160223 | 1.150074 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 91.489675 | 100.238367 | 191.121330 | 165.734479 | 104.913799 | 56.576595 | 791.052972 | 543.068286 | 0.0058 | 0.0062 | 0.0056 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 1321.115494 | 74.342538 | 73.210061 | 219.657290 | 185.319142 | 86.861420 | 50.777118 | 1321.115494 | 846.497476 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 511.076684 | 52.478434 | 89.636167 | 156.715857 | 152.121315 | 43.646551 | 44.079386 | 511.076684 | 455.190047 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 760.977623 | 78.652723 | 81.639706 | 169.130039 | 165.901999 | 78.445153 | 69.883102 | 668.954941 | 760.977623 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 152.081259 | 15.906342 | 64.011502 | 139.040286 | 149.453403 | 31.090970 | 41.153809 | 110.686942 | 152.081259 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 599.786486 | 50.990583 | 75.370882 | 177.350628 | 158.513282 | 48.565280 | 47.975136 | 599.786486 | 389.912287 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Power | 152134.230454 | 9.922020 | -0.620326 | 152134.230454 | -0.620878 | 8.349686 | -0.619596 | 8.339647 | -0.619448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 1030.617602 | 99.516380 | 95.302189 | 221.327289 | 211.340270 | 69.058731 | 86.437543 | 898.069109 | 1030.617602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 831.092799 | 143.773657 | 93.869034 | 216.746981 | 174.327159 | 84.506192 | 60.777793 | 831.092799 | 569.009042 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 940.663470 | 124.593563 | 84.215380 | 199.617201 | 180.974057 | 75.693927 | 42.743600 | 940.663470 | 704.922775 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 863.749745 | 92.712101 | 113.662027 | 161.180152 | 152.798379 | 56.716220 | 62.014616 | 858.906772 | 863.749745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 749.211874 | 77.100330 | 95.181663 | 186.326600 | 174.182867 | 82.550844 | 39.858376 | 749.211874 | 636.223119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 1502.435193 | 80.731824 | 112.644779 | 132.672460 | 187.421346 | 44.804326 | 118.364575 | 568.216156 | 1502.435193 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Power | -0.673589 | -0.673714 | -0.673714 | -0.673589 | -0.673589 | -0.676153 | -0.676153 | -0.676176 | -0.676176 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 1118.443152 | 78.568785 | 82.603293 | 128.643137 | 148.188329 | 69.705641 | 57.028073 | 1118.443152 | 1004.221600 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 1010.582007 | 100.099804 | 97.074110 | 121.814717 | 155.461109 | 67.151852 | 66.339675 | 644.489826 | 1010.582007 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 1293.054362 | 94.696664 | 175.894573 | 261.714164 | 384.720158 | 40.524437 | 77.018262 | 669.306639 | 1293.054362 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 997.471063 | 98.259265 | 51.855671 | 175.542792 | 162.300577 | 47.323711 | 55.190592 | 997.471063 | 888.421970 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 2117.647310 | 54.499307 | 35.524999 | 100.247850 | 108.240580 | 349.246936 | 254.647093 | 2117.647310 | 1878.055083 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 572.099120 | 87.217962 | 69.710904 | 169.494419 | 167.002487 | 74.334328 | 81.184546 | 572.099120 | 465.056653 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 1308.227443 | 112.920615 | 112.785139 | 192.553260 | 201.389464 | 107.027070 | 67.907462 | 1308.227443 | 1056.306843 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 1414.422265 | 53.487847 | 87.955463 | 147.410443 | 165.174163 | 48.535377 | 91.584404 | 875.656985 | 1414.422265 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 1255.421070 | 77.957672 | 158.358549 | 219.195466 | 331.453079 | 67.340392 | 130.815771 | 498.755028 | 1255.421070 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 1142.570538 | 121.743074 | 152.228488 | 182.198271 | 174.607033 | 62.177118 | 69.527876 | 1040.186442 | 1142.570538 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 1332.774788 | 74.392886 | 125.235125 | 161.423266 | 205.546251 | 58.121591 | 100.153131 | 630.488096 | 1332.774788 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 1174.748523 | 114.135125 | 210.888466 | 151.787275 | 201.057450 | 70.233382 | 105.459848 | 741.115100 | 1174.748523 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 726.097616 | 144.665646 | 112.923115 | 129.219606 | 119.270121 | 67.546825 | 94.026390 | 726.097616 | 712.629386 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 495.055138 | 208.793722 | 183.870071 | 167.015590 | 162.668350 | 58.919961 | 52.510604 | 495.055138 | 450.601445 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 943.809079 | 269.605449 | 251.205170 | 239.023318 | 226.068034 | 78.163153 | 63.539487 | 943.809079 | 801.468063 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 444.838206 | 166.409921 | 117.338228 | 236.557059 | 213.762339 | 84.282574 | 55.257019 | 444.838206 | 349.560226 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Variability | 41.054457 | 12.265486 | 10.816174 | 25.553029 | 25.192978 | 41.054457 | 40.743224 | -2.254427 | -2.608492 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Variability | 137.643775 | 4.501059 | 9.567159 | 43.179632 | 45.000844 | 108.213136 | 137.643775 | 83.789422 | 113.569508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 548.360893 | 188.879842 | 218.038582 | 180.989048 | 192.178678 | 72.187475 | 73.189422 | 509.938682 | 548.360893 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Power | 203.088586 | 51.361060 | 99.486363 | 194.797491 | 203.088586 | 22.581092 | 28.009622 | 51.141867 | 55.737600 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 824.749540 | 147.341418 | 230.223575 | 241.077675 | 265.469524 | 52.730334 | 41.029465 | 824.749540 | 742.547160 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 654.283318 | 222.053776 | 189.756731 | 205.618608 | 199.797036 | 63.146535 | 96.636133 | 643.840901 | 654.283318 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 768.012122 | 101.948965 | 74.637964 | 199.170747 | 188.511135 | 54.347588 | 43.330712 | 768.012122 | 598.489733 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 441.295856 | 202.387597 | 171.659194 | 184.118883 | 177.132603 | 69.401622 | 66.684390 | 441.295856 | 372.167784 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Shape | 233.761823 | 171.021595 | 233.761823 | 180.199458 | 195.430571 | 37.344352 | 40.146875 | 129.917730 | 144.599364 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Power | 175.609790 | 88.999962 | 98.247317 | 154.730107 | 175.609790 | 30.646425 | 38.728772 | 93.140927 | 117.835396 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 215.513519 | 91.330138 | 84.103664 | 182.145926 | 165.673499 | 67.937496 | 54.253836 | 215.513519 | 184.723556 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 104.417026 | 19.918511 | 5.596284 | 79.104347 | 66.024058 | 85.952445 | 91.136903 | 98.492233 | 104.417026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 647.409849 | 150.939764 | 237.258215 | 253.893110 | 284.411723 | 89.538962 | 81.683605 | 646.961589 | 647.409849 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 325.765954 | 222.551399 | 132.584148 | 212.016564 | 179.813466 | 47.445327 | 81.527368 | 325.765954 | 266.612888 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 353.243370 | 120.602761 | 302.960705 | 181.572367 | 253.033387 | 68.028943 | 57.437431 | 216.601613 | 353.243370 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Power | 227.901471 | 69.230961 | 91.898936 | 216.447238 | 227.901471 | 45.285645 | 44.998818 | 83.707903 | 96.585850 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 555.897586 | 89.058468 | 148.289963 | 268.366060 | 331.638885 | 41.498159 | 79.053787 | 358.407625 | 555.897586 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 522.616916 | 145.689710 | 125.393019 | 68.072832 | 65.670718 | 21.935009 | 21.870261 | 487.025366 | 522.616916 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 680.150058 | 69.680097 | 58.943305 | 48.383839 | 43.495941 | 10.551248 | 9.545598 | 680.150058 | 673.346073 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Power | 260.032604 | 97.501984 | 141.203302 | 257.255724 | 260.032604 | 20.196621 | 29.388192 | 122.232613 | 169.045666 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 268.206834 | 54.269978 | 84.378517 | 79.128001 | 73.185563 | 35.364595 | 40.228012 | 222.658910 | 268.206834 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 335.168745 | 74.489528 | 53.290873 | 67.196319 | 73.906267 | 43.396827 | 58.509570 | 290.841550 | 335.168745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 330.903535 | 74.558802 | 91.920768 | 80.323083 | 77.280156 | 26.799232 | 39.777578 | 267.703604 | 330.903535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 492.500929 | 89.872104 | 99.782114 | 84.859029 | 103.837963 | 40.454521 | 55.034375 | 330.052120 | 492.500929 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 639.600886 | 54.645871 | 73.228845 | 97.005554 | 91.791044 | 50.356553 | 52.648022 | 639.600886 | 570.070751 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 1356.203493 | 7.617488 | 10.650283 | 38.243778 | 39.053852 | 185.736461 | 264.294340 | 1005.928522 | 1356.203493 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 452.695315 | 92.933246 | 59.302925 | 76.181713 | 71.957884 | 58.346330 | 51.299484 | 452.695315 | 331.544919 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 496.003745 | 88.744254 | 43.545256 | 64.637993 | 52.010901 | 49.610760 | 28.233196 | 496.003745 | 287.479002 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 104.079510 | 89.667926 | 35.921121 | 75.285486 | 59.376515 | 52.795053 | 26.447782 | 104.079510 | 40.528253 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 331.810309 | 56.220729 | 66.854402 | 58.384954 | 60.916745 | 39.757419 | 75.636213 | 188.858724 | 331.810309 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 532.361415 | 71.473173 | 58.872595 | 100.751667 | 101.711609 | 62.710754 | 40.679889 | 532.361415 | 450.892196 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 774.395378 | 73.976146 | 57.054529 | 54.357398 | 56.999651 | 39.859450 | 27.565654 | 774.395378 | 581.016382 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 1887.559832 | 9.456296 | 8.207032 | 34.796239 | 51.340933 | 193.020726 | 308.358488 | 1184.032111 | 1887.559832 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 682.005348 | 51.648759 | 105.781830 | 68.172889 | 74.594571 | 14.843121 | 30.736964 | 369.004323 | 682.005348 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Shape | 165.283506 | 107.843286 | 165.283506 | 79.506509 | 109.680712 | 37.070454 | 37.926645 | 57.477674 | 65.696169 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 260.854535 | 72.289701 | 71.575188 | 72.500278 | 84.350103 | 42.685715 | 50.217741 | 235.547867 | 260.854535 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Shape | 2.744448 | 2.744448 | 2.744448 | 2.569265 | 2.569265 | 0.646598 | 0.646598 | 0.135260 | 0.135260 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 262.009603 | 73.274769 | 71.906176 | 83.883359 | 73.201445 | 5.963467 | 10.957773 | 196.604823 | 262.009603 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 373.270540 | 55.200055 | 75.237394 | 149.252668 | 148.504148 | 35.438656 | 46.177974 | 373.270540 | 373.258904 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 476.496119 | 48.693947 | 94.943177 | 39.145068 | 50.860314 | 11.105158 | 33.625050 | 197.696438 | 476.496119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 646.590626 | 63.949335 | 63.933838 | 45.014582 | 39.838177 | 20.520521 | 12.881521 | 646.590626 | 509.503718 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 359.298244 | 37.253016 | 67.842665 | 36.798473 | 37.425183 | 9.377673 | 13.547413 | 226.650155 | 359.298244 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 296.342962 | 55.072722 | 66.808014 | 42.463560 | 38.991123 | 5.588942 | 9.517396 | 249.199569 | 296.342962 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 754.518116 | 92.112806 | 104.777168 | 82.681021 | 97.924435 | 50.092797 | 56.359554 | 576.506351 | 754.518116 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 1522.903498 | 84.503473 | 92.184014 | 83.164403 | 102.835845 | 40.602513 | 60.073375 | 879.376565 | 1522.903498 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 493.025615 | 89.069035 | 61.554131 | 111.308906 | 112.818495 | 72.320883 | 60.979274 | 493.025615 | 379.800612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 701.709132 | 59.895998 | 73.395542 | 48.750037 | 56.177802 | 26.649966 | 35.181320 | 525.659965 | 701.709132 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 986.153086 | 132.993794 | 86.411435 | 123.668579 | 84.500509 | 77.083679 | 50.140619 | 986.153086 | 525.022350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 482.425900 | 91.705172 | 106.240213 | 168.923442 | 210.887285 | 5.899949 | 6.219250 | 472.692200 | 482.425900 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Variability | 695.489723 | 11.201291 | 10.937327 | 46.857024 | 46.459684 | 673.335539 | 695.489723 | 33.878546 | 23.504405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 281.442923 | 78.604874 | 47.782752 | 41.902975 | 38.590902 | 44.353763 | 21.371903 | 281.442923 | 157.270817 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 1433.180815 | 132.082634 | 242.173754 | 131.886195 | 201.694709 | 70.056576 | 129.903616 | 707.627931 | 1433.180815 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 344.181476 | 44.748603 | 62.763091 | 36.509315 | 39.064514 | 21.106693 | 34.180192 | 223.408635 | 344.181476 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 244.864712 | 60.772193 | 44.772418 | 33.395613 | 36.373762 | 36.774711 | 20.429207 | 244.864712 | 206.248581 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 1241.206187 | 142.211601 | 99.706685 | 117.125773 | 78.458907 | 88.376258 | 51.420654 | 1241.206187 | 560.247735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 408.374898 | 73.881226 | 99.110807 | 107.494113 | 101.134249 | 52.561688 | 47.741558 | 337.718293 | 408.374898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 318.896363 | 65.797121 | 46.707224 | 36.967972 | 34.901348 | 29.747732 | 19.057551 | 318.896363 | 297.346875 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 483.816546 | 67.106127 | 103.951371 | 126.422856 | 131.379890 | 201.909381 | 235.081983 | 331.011165 | 483.816546 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 635.573550 | 74.555064 | 115.551406 | 114.136484 | 114.589974 | 58.335295 | 99.869089 | 434.507294 | 635.573550 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 598.398093 | 85.408249 | 64.412592 | 108.199815 | 113.730205 | 134.103525 | 100.651988 | 598.398093 | 483.870608 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 1299.863142 | 11.597517 | 7.474959 | 35.186112 | 30.012049 | 285.651032 | 146.726583 | 1299.863142 | 681.397194 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 105.254078 | 104.649010 | 51.172553 | 105.218590 | 100.606655 | 53.674944 | 50.268485 | 105.254078 | 72.541626 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 3149.259538 | 181.560565 | 106.759622 | 217.159420 | 152.031954 | 89.901348 | 65.747921 | 3149.259538 | 1607.071970 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | nn Temporal Discontinuties | 535.768424 | 102.722836 | 57.743509 | 100.705954 | 92.539213 | 107.476410 | 60.581035 | 535.768424 | 348.730595 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 0 | RF_maintenance | ee Temporal Discontinuties | 791.052972 | 91.489675 | 100.238367 | 191.121330 | 165.734479 | 104.913799 | 56.576595 | 791.052972 | 543.068286 |